{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:07.289261Z",
     "start_time": "2019-05-24T00:37:03.761335Z"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Raleway'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Lato'] not found. Falling back to DejaVu Sans.\n"
     ]
    }
   ],
   "source": [
    "# load modules\n",
    "import os\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pickle\n",
    "\n",
    "# Plotting imports\n",
    "import matplotlib\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import palantir\n",
    "import scanpy.api as sc\n",
    "sc.settings.verbosity = 5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:07.295180Z",
     "start_time": "2019-05-24T00:37:07.292110Z"
    }
   },
   "outputs": [],
   "source": [
    "import random\n",
    "random.seed(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:07.302641Z",
     "start_time": "2019-05-24T00:37:07.297951Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anndata objects with all the data and metadata are publically avaiable at: https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep[1-3].h5ad. This notebook use replicate 1 (https://s3.amazonaws.com/dp-lab-data-public/palantir/human_cd34_bm_rep1.h5ad) for illustration. \n",
    "\n",
    "Description of the anndata object is available at https://s3.amazonaws.com/dp-lab-data-public/palantir/readme"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:08.436170Z",
     "start_time": "2019-05-24T00:37:07.305195Z"
    },
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "# Load the AnnData object\n",
    "ad = sc.read('annadata/human_cd34_bm_rep1.h5ad')\n",
    "colors = pd.Series(ad.uns['cluster_colors'])\n",
    "ct_colors = pd.Series(ad.uns['ct_colors'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Slingshot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-23T20:22:58.889880Z",
     "start_time": "2019-05-23T20:22:58.885871Z"
    }
   },
   "source": [
    "The following genes were used to determine trends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:08.442796Z",
     "start_time": "2019-05-24T00:37:08.438508Z"
    }
   },
   "outputs": [],
   "source": [
    "genes = ['CD79B',\n",
    " 'SPI1',\n",
    " 'RAG1',\n",
    " 'CD34',\n",
    " 'CEBPG',\n",
    " 'GATA1',\n",
    " 'ITGA2B',\n",
    " 'CD79A',\n",
    " 'IRF8',\n",
    " 'CSF1R',\n",
    " 'MPO',\n",
    " 'CEBPD']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Multi-scale was computed as described in the sample notebook. Let this object be represented as ```ms_data```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We export the multi-scale data, clusters and gene expression for the above genes and use the Slingshot R Script to compute the results. The exporting code is shown below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-23T20:26:02.270479Z",
     "start_time": "2019-05-23T20:26:02.213826Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-10-14T15:40:30.806410Z",
     "start_time": "2018-10-14T15:40:30.793806Z"
    }
   },
   "source": [
    "```\n",
    "# Export data \n",
    "slignshot_dir = 'slingshot/'\n",
    "os.makedirs(slignshot_dir, exist_ok=True)\n",
    "\n",
    "# Genes\n",
    "# Expression matrices\n",
    "pd.DataFrame(ms_data).to_csv(f'{slignshot_dir}/data.csv', index=None, header=None)\n",
    "pd.DataFrame(ad.obs['clusters']).to_csv(f'{slignshot_dir}/clusters.csv', index=None, header=None)\n",
    "pd.DataFrame(ad[:, genes].X.T, index=genes, columns=ad.obs_names).to_csv(f'{slignshot_dir}/exprs.csv')\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-06-25T22:09:29.367967Z",
     "start_time": "2018-06-25T22:07:36.016475Z"
    }
   },
   "source": [
    "R snippet used is shown below was saved as ```slingshot_wrapper.R```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```\n",
    "library(slingshot)\n",
    "\n",
    "args <- commandArgs(trailingOnly = TRUE)\n",
    "out_dir <- args[1]\n",
    "\n",
    "# Load data\n",
    "data = read.csv(sprintf(\"%s/data.csv\", out_dir), header=FALSE)\n",
    "clusters = read.csv(sprintf(\"%s/clusters.csv\", out_dir), header=FALSE)[, 1]\n",
    "exprs = read.csv(sprintf(\"%s/exprs.csv\", out_dir), row.names=1)\n",
    "\n",
    "\n",
    "# Slingshot\n",
    "print('Lineages...')\n",
    "lin1 <- getLineages(data, clusters, start.clus = 0)\n",
    "print('Curves...')\n",
    "crv1 <- getCurves(lin1)\n",
    "print('Pseudotime...')\n",
    "pst <- slingPseudotime(crv1)\n",
    "w <- slingCurveWeights(crv1)\n",
    "L <- length(slingLineages(crv1))\n",
    "\n",
    "write.csv(w, sprintf(\"%s/weights.csv\", out_dir))\n",
    "\n",
    "# Trends for each lineage\n",
    "print('Gene trends...')\n",
    "for(l in seq_len(L)){\n",
    "    print(sprintf(\"Lineage: %d\", l))\n",
    "\n",
    "    for(gene in rownames(exprs)){\n",
    "        print(sprintf(\"Gene: %s\", gene))\n",
    "        y <- exprs[gene, ]\n",
    "        p <- loess(unlist(y) ~ pst[,l], weights = w[,l])\n",
    "        pl = predict(p, se=TRUE)\n",
    "        df = cbind(p$x, p$fitted, qt(0.975,pl$df)*pl$se)\n",
    "        colnames(df) <- c('Trajectory', 'trends', 'ci')\n",
    "        write.csv(df, sprintf(\"%s/Lineage%d_%s.csv\", out_dir, l, gene))\n",
    "    }\n",
    "}\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The above script was invoked as shown below"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-23T20:00:46.045583Z",
     "start_time": "2019-05-23T20:00:46.040542Z"
    }
   },
   "source": [
    "```\n",
    "import subprocess\n",
    "\n",
    "ss_path = 'slingshot/slingshot_wrapper.R'\n",
    "args = f'Rscript {ss_path} {out_dir}'\n",
    "print('Running Slingshot using: {}\\n'.format(args))\n",
    "with subprocess.Popen(args,\n",
    "                      stdout=None, stderr=subprocess.PIPE,\n",
    "                      shell=True) as p:\n",
    "    out, err = p.communicate()\n",
    "\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results from the above run is available at ```results/slingshot```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:08.451667Z",
     "start_time": "2019-05-24T00:37:08.445370Z"
    }
   },
   "outputs": [],
   "source": [
    "import glob\n",
    "res_dir = 'results/slingshot/'\n",
    "files = glob.glob(res_dir + 'Lin*.csv')\n",
    "lineages = pd.Series(files).str.split('/').str.get(-1).str.split('_').str.get(0).unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:08.958630Z",
     "start_time": "2019-05-24T00:37:08.454211Z"
    }
   },
   "outputs": [],
   "source": [
    "# Update trajectory \n",
    "max_traj = -np.inf\n",
    "min_traj = np.inf\n",
    "trends = pd.Series()\n",
    "for l in lineages:\n",
    "    trends[l] = pd.Series()\n",
    "    for gene in genes:\n",
    "        trends[l][gene] = pd.read_csv(f'{res_dir}{l}_{gene}.csv', index_col=0 )\n",
    "        if max_traj < trends[l][gene]['Trajectory'].max():\n",
    "            max_traj = trends[l][gene]['Trajectory'].max()\n",
    "        if min_traj > trends[l][gene]['Trajectory'].min():\n",
    "            min_traj = trends[l][gene]['Trajectory'].min()            "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:08.968145Z",
     "start_time": "2019-05-24T00:37:08.961101Z"
    }
   },
   "outputs": [],
   "source": [
    "vmin = np.inf; vmax = -np.inf;\n",
    "for l in lineages:\n",
    "    pt = trends[l][gene].Trajectory\n",
    "    vmin = np.min([vmin, pt.min()])\n",
    "    vmax = np.max([vmax, pt.max()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "tSNE map generated using PCA was used in the manuscript. The results are shown below with tSNE generated using scaled diffusion components"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:08.974151Z",
     "start_time": "2019-05-24T00:37:08.970544Z"
    }
   },
   "outputs": [],
   "source": [
    "tsne = pd.DataFrame(ad.obsm['tsne'], index=ad.obs_names, columns=['x', 'y'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:09.508315Z",
     "start_time": "2019-05-24T00:37:08.976637Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=[5, 5])\n",
    "plt.scatter(tsne.loc[:, 'x'], tsne.loc[:, 'y'], s=5, \n",
    "           color=colors[ad.obs['clusters']])\n",
    "ax = plt.gca()\n",
    "ax.set_axis_off()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Lineage cells "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:10.787940Z",
     "start_time": "2019-05-24T00:37:09.510912Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = palantir.plot.FigureGrid(len(lineages), len(lineages))\n",
    "for ax, l in zip(fig, lineages):\n",
    "    pt = trends[l][gene].Trajectory\n",
    "    ax.scatter(tsne.loc[:, 'x'], tsne.loc[:, 'y'], s=5, color='lightgrey')\n",
    "    ax.scatter(tsne.loc[pt.index, 'x'],\n",
    "              tsne.loc[pt.index, 'y'], s=5, c=pt, \n",
    "    cmap=matplotlib.cm.plasma, vmin=vmin, vmax=vmax)\n",
    "    ax.set_axis_off()\n",
    "    ax.set_title(l)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:10.802895Z",
     "start_time": "2019-05-24T00:37:10.790542Z"
    }
   },
   "outputs": [],
   "source": [
    "weights =  pd.read_csv(f'{res_dir}/weights.csv', index_col=0)\n",
    "weights.index = ad.obs_names\n",
    "weights.columns = lineages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:12.239050Z",
     "start_time": "2019-05-24T00:37:10.805597Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = palantir.plot.FigureGrid(len(lineages), len(lineages))\n",
    "for ax, l in zip(fig, lineages):\n",
    "    ax.scatter(tsne.loc[weights.index, 'x'],\n",
    "              tsne.loc[weights.index, 'y'], s=5, c=weights.loc[:, l],\n",
    "    cmap=matplotlib.cm.plasma)\n",
    "    ax.set_axis_off()\n",
    "    ax.set_title(l)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Trends"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:12.251458Z",
     "start_time": "2019-05-24T00:37:12.241521Z"
    }
   },
   "outputs": [],
   "source": [
    "lin_colors = pd.Series()\n",
    "lin_colors['Lineage1'] = ct_colors['Mono']\n",
    "lin_colors['Lineage2'] = ct_colors['DC']\n",
    "lin_colors['Lineage3'] = ct_colors['Ery']\n",
    "lin_colors['Lineage4'] = ct_colors['CLP']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:12.256677Z",
     "start_time": "2019-05-24T00:37:12.253938Z"
    }
   },
   "outputs": [],
   "source": [
    "from matplotlib.ticker import FormatStrFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-05-24T00:37:13.398729Z",
     "start_time": "2019-05-24T00:37:12.259101Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "genes = ['MPO', 'CD79B', 'GATA1', 'CSF1R', 'CSF1R', 'ITGA2B']\n",
    "labels = ['MPO', 'CD79B', 'GATA1', 'CSF1R', 'CSF1R', 'CD41']\n",
    "\n",
    "gene_lineages = ['Lineage1', 'Lineage4', 'Lineage3',  'Lineage2', 'Lineage2', 'Lineage3',]\n",
    "gene_branches = ['Mono', 'CLP', 'Ery',  'pDC', 'cDC', 'Mega',]\n",
    "\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=[5*3, 2 * 2])\n",
    "i = 1\n",
    "\n",
    "for gene, label, l, branch in zip(genes, labels, gene_lineages, gene_branches):\n",
    "    ax = fig.add_subplot(2, 3, i); i = i + 1\n",
    "    \n",
    "    # Slingshot\n",
    "    order = trends[l][gene].Trajectory.sort_values().index\n",
    "    bins = np.ravel(trends[l][gene].Trajectory[order])\n",
    "    bins = (bins - min_traj) / (max_traj - min_traj)\n",
    "    t = np.ravel(trends[l][gene].trends[order])\n",
    "    stds = np.ravel(trends[l][gene].ci[order])\n",
    "\n",
    "    # Plot\n",
    "    ax.plot(bins, t)#, color=lin_colors[l])\n",
    "    ax.fill_between(bins, (t - stds),\n",
    "            (t + stds), alpha=0.1)#, color=lin_colors[l])\n",
    "    ax.set_title(f'{label}: {branch}')\n",
    "    \n",
    "    if i < 5 :\n",
    "        ax.set_xticklabels([])\n",
    "    else:\n",
    "        ax.set_xlabel('Pseudo-time ordering', fontsize=10)\n",
    "    ax.yaxis.set_major_formatter(FormatStrFormatter('%.1f'))\n",
    "    plt.xticks(fontsize=8)\n",
    "    plt.yticks(fontsize=8)\n",
    "    \n",
    "sns.despine()"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
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   "outputs": [],
   "source": []
  }
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